Graph AI, Twitter, 9/23/2020 5:13:28 AM, 235788


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Graph AI_2020-09-22_22-03-39.xlsx
Graph AI_2020-09-22_22-03-39.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
September 23, 2020
Short Description:
Graph AI via NodeXL https://bit.ly/33RabOf
@techreview
@hubofml
@chidambara09
@gp_pulipaka
@fmfrancoise
@thomasclone_us
@bexxmodd
@botnowa
@ml_tweet_bot
@mvollmer1

Top hashtags:
#ai
#machinelearning
#bigdata
#datascience
#iot
#100daysofcode
#python
#programming

Description:
Description
The graph represents a network of 1,379 Twitter users whose recent tweets contained "Graph AI", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 23 September 2020 at 05:08 UTC.

The tweets in the network were tweeted over the 8-day, 21-hour, 14-minute period from Monday, 14 September 2020 at 06:45 UTC to Wednesday, 23 September 2020 at 03:59 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 1379
Unique Edges : 4158
Edges With Duplicates : 4172
Total Edges : 8330
Number of Edge Types : 5
Retweet : 1496
Tweet : 243
MentionsInRetweet : 5490
Mentions : 1008
Replies to : 93
Self-Loops : 266
Reciprocated Vertex Pair Ratio : 0.0464432686654909
Reciprocated Edge Ratio : 0.0887640449438202
Connected Components : 186
Single-Vertex Connected Components : 74
Maximum Vertices in a Connected Component : 868
Maximum Edges in a Connected Component : 7793
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.426126
Graph Density : 0.00281013881243744
Modularity : 0.374716
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 1,379 Twitter users whose recent tweets contained "Graph AI", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 23 September 2020 at 05:08 UTC.

The tweets in the network were tweeted over the 8-day, 21-hour, 14-minute period from Monday, 14 September 2020 at 06:45 UTC to Wednesday, 23 September 2020 at 03:59 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : Graph AI
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[214] https://towardsdatascience.com/how-to-build-a-recommendation-system-in-a-graph-database-using-a-latent-factor-model-fa2d142f874
[91] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/
[74] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235279
[67] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235176
[55] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1600097723
[53] https://arxiv.org/abs/2009.08694
[38] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=219392
[36] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1600456360
[32] https://www.datasciencecentral.com/page/search?q=Practical+Apache+Spark+in+10+minutes
[32] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235270

Top URLs in Tweet in G1:
[74] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235279
[72] https://towardsdatascience.com/how-to-build-a-recommendation-system-in-a-graph-database-using-a-latent-factor-model-fa2d142f874
[38] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=219392
[32] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235270
[29] https://www.datasciencecentral.com/page/search?q=Practical+Apache+Spark+in+10+minutes
[27] http://www.nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235270
[25] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235365
[18] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235301
[16] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235610
[14] https://arxiv.org/abs/2009.08694

Top URLs in Tweet in G2:
[45] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1600097723
[33] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/
[32] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1600456360
[22] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1600273545
[21] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1599859042
[15] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1600191996
[15] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1600363727
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235445
[10] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1600798391
[10] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1600705467

Top URLs in Tweet in G3:
[130] https://towardsdatascience.com/how-to-build-a-recommendation-system-in-a-graph-database-using-a-latent-factor-model-fa2d142f874
[37] https://arxiv.org/abs/2009.08694
[17] https://www.cs.mcgill.ca/~wlh/grl_book/
[14] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235063
[14] https://link.medium.com/WWjrXRaxJ9
[9] https://pure.uva.nl/ws/files/46900201/Thesis.pdf
[9] https://arxiv.org/pdf/1901.00596.pdf
[7] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Flatent-graph-learning-a-new-perspective-on-old-problems-c372926a1e4b%3Fsource%3Dsocial.tw
[7] https://info.tigergraph.com/graph-gurus-16
[5] https://research-aimultiple-com.cdn.ampproject.org/c/s/research.aimultiple.com/future-of-ai/amp/?fbclid=IwAR2X7NVoVJg-gok9Ao816hw1TZCSAXiYVE_tQk6oXExPWxDjozKKRQ9sHrI

Top URLs in Tweet in G4:
[16] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/
[9] http://cs.ai:8181/
[3] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/amp/?__twitter_impression=true
[3] http://arxiv.org/abs/2009.08801
[2] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1599859042
[2] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1600097723
[2] https://stockhouse.com/news/press-releases/2020/09/17/tigergraph-unveils-complete-agenda-for-graph-ai-world-2020-first-open
[2] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1600363727
[2] http://arxiv.org/abs/2009.07659
[1] https://docs.dgl.ai/en/0.4.x/index.html#

Top URLs in Tweet in G5:
[12] https://arxiv.org/abs/2008.09105
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235613
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235400&utm_content=bufferaecb5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235431
[6] https://www.sentinelone.com/press/sentinelone-praised-for-epdr-innovation-in-kuppingercole-2020-market-compass-for-endpoint-protection-detection-and-response/
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235614
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235176
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235400
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235348
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235319

Top URLs in Tweet in G6:
[21] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/
[10] https://www.youtube.com/watch?v=cgAQvoqkAPE&feature=youtu.be

[8] https://towardsdatascience.com/how-to-build-a-recommendation-system-in-a-graph-database-using-a-latent-factor-model-fa2d142f874
[7] https://risenetworks.org/deepmind-collaborating-with-google-maps-uses-mi-to-generate-accurate-etas/
[5] https://twitter.com/mitxharvard_wai/status/1305977929776717828
[4] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1600097723
[3] https://sutanay.github.io/publications/Bilbrey-AIinChemistry.pdf
[2] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1600273545
[2] https://virtualman.ai/uploads/image/file/17/A_new_explainable_graph_convolution_network_based_on_discrete_method.pdf
[1] https://www.technologyreview.com/2020/09/04/1008156/knowledge-graph-ai-reads-web-machine-learning-natural-language-processing/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1600363727

Top URLs in Tweet in G8:
[5] https://info.tigergraph.com/graphaiworld-2020-agenda?utm_content=140136587&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[4] https://programmerbackpack.com/python-knowledge-graph-understanding-semantic-relationships/
[4] https://medium.com/algoanalytics/patient-knowledge-graph-ac6b8905ffa5
[3] https://towardsdatascience.com/how-to-build-a-recommendation-system-in-a-graph-database-using-a-latent-factor-model-fa2d142f874
[3] https://www.newsletter.datasciencecentral.com/click.html?x=a62e&lc=5sk&mc=j&s=Wds&u=F&z=wwmQFmn&
[3] https://youtu.be/ocCzDY433qM?utm_content=139973689&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[3] https://www.linkedin.com/posts/onstrategies_dataworld-the-cloud-native-data-catalog-activity-6713917206876577792-ENwa
[2] https://www.datasciencecentral.com/page/search?q=Practical+Apache+Spark+in+10+minutes
[2] https://www.tigergraph.com/graphaiworld/?utm_campaign=2020%20Paid%20Twitter%20Graph%20%20%20AI%20World&utm_source=twitter&utm_medium=paidsocial
[2] http://www.tigergraph.com/graphaiworld?utm_content=138073739&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786

Top URLs in Tweet in G9:
[53] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235176
[10] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Flatent-graph-learning-a-new-perspective-on-old-problems-c372926a1e4b%3Fsource%3Dsocial.tw
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235654
[2] https://link.medium.com/WWjrXRaxJ9
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235610
[1] https://www.cs.mcgill.ca/~wlh/grl_book/
[1] https://arxiv.org/pdf/1901.00596.pdf
[1] https://thedataexchange.media/how-graph-technologies-are-being-used-to-solve-complex-business-problems/

Top URLs in Tweet in G10:
[7] https://github.com/rusty1s/pytorch_geometric
[2] https://slideslive.com/icml-2020#!feed=popular
[2] https://www.bradyneal.com/causal-inference-course
[2] https://twitter.com/PetarV_93/status/1306689702020382720
[1] https://www.dgl.ai/
[1] https://github.com/naganandy/graph-based-deep-learning-literature

Top Domains
Top Domains in Tweet in Entire Graph:
[533] nodexlgraphgallery.org
[309] technologyreview.com
[240] towardsdatascience.com
[113] arxiv.org
[88] medium.com
[44] datasciencecentral.com
[33] twitter.com
[29] tigergraph.com
[28] thedataexchange.media
[22] mcgill.ca

Top Domains in Tweet in G1:
[366] nodexlgraphgallery.org
[83] towardsdatascience.com
[37] datasciencecentral.com
[36] arxiv.org
[26] technologyreview.com
[23] medium.com
[16] globenewswire.com
[10] deepmind.com
[9] tigergraph.com
[7] thedataexchange.media

Top Domains in Tweet in G2:
[210] technologyreview.com
[37] nodexlgraphgallery.org
[7] twitter.com
[5] deepmind.com
[4] okt.to
[3] medium.com
[3] arxiv.org
[3] expertsystem.com
[2] risenetworks.org
[1] towardsdatascience.com

Top Domains in Tweet in G3:
[137] towardsdatascience.com
[46] arxiv.org
[25] medium.com
[17] mcgill.ca
[14] nodexlgraphgallery.org
[9] uva.nl
[7] tigergraph.com
[5] ampproject.org
[4] meetup.com
[2] twitter.com

Top Domains in Tweet in G4:
[30] technologyreview.com
[10] arxiv.org
[9] cs.ai
[4] twitter.com
[4] linkedin.com
[2] deepmind.com
[2] stockhouse.com
[2] classcat.com
[1] dgl.ai
[1] venturebeat.com

Top Domains in Tweet in G5:
[42] nodexlgraphgallery.org
[12] arxiv.org
[6] sentinelone.com
[2] medium.com

Top Domains in Tweet in G6:
[31] technologyreview.com
[10] youtube.com
[8] towardsdatascience.com
[7] risenetworks.org
[5] twitter.com
[3] github.io
[2] virtualman.ai
[1] arxiv.org
[1] nodexlgraphgallery.org

Top Domains in Tweet in G8:
[13] tigergraph.com
[6] datasciencecentral.com
[5] linkedin.com
[4] youtu.be
[4] programmerbackpack.com
[4] medium.com
[3] towardsdatascience.com
[3] pheedloop.com
[2] heysummit.com
[2] arxiv.org

Top Domains in Tweet in G9:
[58] nodexlgraphgallery.org
[12] medium.com
[1] mcgill.ca
[1] arxiv.org
[1] thedataexchange.media

Top Domains in Tweet in G10:
[8] github.com
[2] slideslive.com
[2] bradyneal.com
[2] twitter.com
[1] dgl.ai

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[852] ai
[478] machinelearning
[446] bigdata
[445] datascience
[427] iot
[351] 100daysofcode
[348] python
[323] programming
[323] linux
[319] analytics



Top Hashtags in Tweet in G1:
[355] ai
[205] bigdata
[197] iot
[187] datascience
[179] machinelearning
[112] python
[110] 100daysofcode
[109] analytics
[105] linux
[103] programming

Top Hashtags in Tweet in G2:
[39] ai
[15] machinelearning
[11] artificialintelligence
[11] infuencers
[10] imagerecognition
[10] influencers
[9] nlp
[8] iot
[7] web
[7] diffbot

Top Hashtags in Tweet in G3:
[265] ai
[231] machinelearning
[226] 100daysofcode
[215] python
[205] datascience
[204] linux
[202] programming
[201] bigdata
[199] iot
[192] rstats

Top Hashtags in Tweet in G4:
[13] ai
[4] machinelearning
[4] arxiv
[3] graph
[3] 人工知能
[3] nlproc
[2] python
[2] nlp
[2] deepgraphlibrary
[2] deeplearning

Top Hashtags in Tweet in G5:
[18] ai
[12] edr
[10] iot
[8] insurtech
[7] infosec
[7] cybersecurity
[6] antivirus
[6] epp
[6] cwpp
[4] frenchtech

Top Hashtags in Tweet in G6:
[54] ai
[24] aichem20posters
[16] datascience
[16] bigdata
[16] analytics
[13] compchem
[9] machinelearning
[9] iot
[9] python
[9] rstats

Top Hashtags in Tweet in G8:
[33] ai
[20] datascience
[15] graphaiworld
[11] bigdata
[10] knowledgegraph
[9] graphdb
[8] tutorial
[8] emergingtech
[7] analytics
[7] python

Top Hashtags in Tweet in G9:
[57] frenchtech
[3] ai
[3] machinelearning
[2] artificialintelligence
[1] datascibowl
[1] python
[1] 100daysofcode

Top Hashtags in Tweet in G10:
[2] icml2020

Top Words
Top Words in Tweet in Entire Graph:
[1371] #ai
[952] #iot
[884] graph
[805] #machinelearning
[758] #bigdata
[755] #datascience
[510] nodexl
[457] top
[456] #100daysofcode
[446] #python

Top Words in Tweet in G1:
[667] #ai
[528] #iot
[422] #machinelearning
[399] #bigdata
[376] #datascience
[341] nodexl
[282] top
[250] hashtags
[249] graph
[198] #analytics

Top Words in Tweet in G2:
[199] web
[191] entire
[186] know
[186] diffbot
[179] facts
[173] intelligence
[170] artificial
[170] reads
[170] public
[170] multiple

Top Words in Tweet in G3:
[313] #ai
[291] #100daysofcode
[278] #machinelearning
[271] #datascience
[269] #python
[242] #iot
[241] #rstats
[230] #javascript
[223] #serverless
[222] #bigdata

Top Words in Tweet in G4:
[52] graph
[41] ai
[32] web
[25] know
[24] entire
[18] learns
[18] reading
[18] nonstop
[17] knowledge
[13] #ai

Top Words in Tweet in G5:
[56] #ai
[44] nodexl
[42] #iot
[40] top
[34] hashtags
[33] #cybersecurity
[32] ssxman2
[28] andi_staub
[24] #machinelearning
[23] #bigdata

Top Words in Tweet in G6:
[55] #ai
[50] graph
[39] neural
[31] know
[31] entire
[31] web
[27] chemistry
[24] #aichem20posters
[24] poster
[23] artificial

Top Words in Tweet in G8:
[44] graph
[37] #ai
[27] ai
[25] #datascience
[21] world
[16] 2020
[15] #bigdata
[15] #graphaiworld
[14] #graphdb
[13] #machinelearning

Top Words in Tweet in G9:
[124] #frenchtech
[73] #ai
[70] #iot
[68] #bigdata
[67] #tech
[67] #usa
[67] #data
[67] #femtech
[63] #defstar5
[58] nodexl

Top Words in Tweet in G10:
[14] grl
[14] check
[13] getting
[13] started
[12] graph
[10] neural
[8] learning
[8] resources
[8] nets
[7] quickly

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[417] #machinelearning,#iot
[406] top,hashtags
[354] #ai,#machinelearning
[324] #datascience,#ai
[308] #javascript,#reactjs
[298] #bigdata,#analytics
[267] #python,#rstats
[267] #programming,#coding
[258] #coding,#100daysofcode
[240] #iot,#iiot

Top Word Pairs in Tweet in G1:
[250] top,hashtags
[224] #machinelearning,#iot
[175] #iot,#ai
[148] #bigdata,#datascience
[140] #ai,#machinelearning
[136] #datascience,#ai
[110] #ai,#iot
[106] hashtags,#machinelearning
[105] #ai,#bigdata
[98] nodexl,gp_pulipaka

Top Word Pairs in Tweet in G2:
[170] diffbot,know
[170] know,artificial
[170] artificial,intelligence
[170] intelligence,reads
[170] reads,entire
[170] entire,public
[170] public,web
[170] web,multiple
[170] multiple,languages
[170] languages,extracts

Top Word Pairs in Tweet in G3:
[197] #javascript,#reactjs
[174] #bigdata,#analytics
[166] #machinelearning,#iot
[165] #datascience,#ai
[165] #programming,#coding
[164] #python,#rstats
[160] #coding,#100daysofcode
[159] #ai,#machinelearning
[146] #analytics,#datascience
[146] #iot,#iiot

Top Word Pairs in Tweet in G4:
[18] learns,reading
[18] entire,web
[17] reading,entire
[17] web,nonstop
[15] know,ai
[15] ai,learns
[15] knowledge,graph
[9] arxiv,2009
[7] artificial,intelligence
[7] public,web

Top Word Pairs in Tweet in G5:
[34] top,hashtags
[17] hashtags,#ai
[16] #ai,#cybersecurity
[15] ssxman2,top
[14] #ai,#machinelearning
[14] #machinelearning,#deeplearning
[12] location,aware
[12] aware,graph
[12] graph,convolutional
[12] convolutional,networks

Top Word Pairs in Tweet in G6:
[23] artificial,intelligence
[21] learns,reading
[21] reading,entire
[21] entire,web
[21] web,nonstop
[21] 3rd,rsc_bmcs
[21] rsc_bmcs,rsc_cicag
[18] graph,convolutional
[18] convolutional,neural
[18] graph,neural

Top Word Pairs in Tweet in G8:
[22] graph,ai
[21] ai,world
[14] world,2020
[11] #datascience,#ai
[8] more,details
[8] virtual,conference
[8] #tutorial,building
[7] #bigdata,#analytics
[7] #ai,#machinelearning
[7] #graphdb,#graphanalytics

Top Word Pairs in Tweet in G9:
[67] #bigdata,#ai
[67] #ai,#iot
[63] #iot,#tech
[63] #defstar5,#femtech
[58] top,hashtags
[57] #frenchtech,nodexl
[57] nodexl,chidambara09
[57] hashtags,#bigdata
[53] chidambara09,brunolemaire
[53] brunolemaire,cedric_o

Top Word Pairs in Tweet in G10:
[13] getting,started
[10] graph,neural
[8] neural,nets
[7] quickly,getting
[7] started,grl
[7] grl,implementations
[7] implementations,check
[7] check,pytorch
[7] pytorch,geometric
[7] geometric,rusty1s

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@chidambara09
@enricomolinari
@haroldsinnott
@kirkdborne
@gp_pulipaka
@ronald_vanloon
@iotvishal
@pinakilaskar
@wef
@fmfrancoise

Top Mentioned in G1:
@haroldsinnott
@enricomolinari
@chidambara09
@kirkdborne
@pinakilaskar
@gp_pulipaka
@iotvishal
@hubofml
@wef
@ronald_vanloon

Top Mentioned in G2:
@enricomolinari
@hana_elsayyed
@margaretsiegien
@mikequindazzi
@shicooks
@ronald_vanloon
@iotvishal
@ipfconline1
@antgrasso
@zeibabreview

Top Mentioned in G3:
@gp_pulipaka
@kaggle
@abhi1thakur
@komputarist
@kyoprobot
@fmfrancoise
@fchollet
@datasciencenig
@upura0
@kenjee_ds

Top Mentioned in G5:
@ssxman2
@andi_staub
@spirosmargaris
@fisher85m
@globaliqx
@topcybernews
@ronald_vanloon
@ipfconline1
@kirkdborne
@arxiv

Top Mentioned in G6:
@rsc_bmcs
@rsc_cicag
@deepmind
@evotec
@aptuit
@jhamrick
@katie_m_collins
@moleculeone
@pnnlab
@gp_pulipaka

Top Mentioned in G7:
@andrewfairbairn
@bsiderare
@kennethlogins
@jesus_wep
@bulubane
@s_ridenour
@thetorpedodog
@jimprov
@typhoonjim
@tinselt0wn

Top Mentioned in G8:
@tigergraphdb
@xandr
@intuit
@datasciencectrl
@unitedhealthgrp
@intel
@jpmorgan
@jlr_news
@att
@scotiabank

Top Mentioned in G9:
@chidambara09
@fmfrancoise
@cedric_o
@frenchtechbdx
@lafrenchtech
@sebbourguignon
@brunolemaire
@lesguer_lionel
@elsamartres
@grazytgrazynatt

Top Mentioned in G10:
@rusty1s
@graphdeep
@jeffclune
@angeloskath
@pcastr
@yudapearl

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersec_feeds
@aaroncuddeback
@femtech_
@rosenchild
@noriesun
@ottlegalrebels
@costeslioneler
@codernotesbot

Top Tweeters in G1:
@sectest9
@chidambara09
@ottlegalrebels
@businessinsider
@fintechna
@andrewmorrisuk
@cybersecurityn8
@trippbraden
@gezgintrk
@vivmilano

Top Tweeters in G2:
@rosenchild
@sallyrmelb
@lorettabower3
@pekkapuhakka
@valaafshar
@nicochan33
@akwyz
@keithmfitz
@shicooks
@shyduroff

Top Tweeters in G3:
@aaroncuddeback
@codernotesbot
@xaelbot
@taieb_bot
@codedailybot
@learn__together
@codegnuts
@redianbot
@nodequotesbot
@serverlessfan

Top Tweeters in G4:
@kimvie
@medicalquack
@informazionecs
@tabbforum
@ritmonegro
@exchangenews
@min_hisui
@heliorocha_
@ta_niiyan
@pmenonkp

Top Tweeters in G5:
@cybersec_feeds
@ssxman2
@rwang0
@xzpwedvhhh37i3c
@rldi_lamy
@techcrunch
@salhaj
@dinisguarda
@topcybernews
@2ndleprechaun

Top Tweeters in G6:
@bennittolindani
@bexxmodd
@e_nterdiscipl
@rkakamilan
@nathanbroon
@allcell9
@sherman1959cg
@roboticsfinland
@toyosirise
@amarghuman

Top Tweeters in G7:
@andrewfairbairn
@bizmarkiedesade
@detroitqspider
@luigithirty
@senatorivy
@kennethlogins
@garbagedotnet
@the_swole_nerd
@djcozmik
@wizonesolutions

Top Tweeters in G8:
@dataaugmented
@att
@phillytechnews
@datasciencectrl
@dqserv
@rlingle
@davidarthurhume
@intuit
@tonybaer
@accenture

Top Tweeters in G9:
@femtech_
@costeslioneler
@lesguer_lionel
@ensembleemacron
@fortivus
@majorexxt
@sebbourguignon
@urbansqr
@diebo37rt
@thekartel_dkk

Top Tweeters in G10:
@ayirpelle
@igorcarron
@montreal_ai
@quebec_ai
@yudapearl
@ylecun
@pcastr
@shokouh_ai
@iitkamits
@shriyamite


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